DataFrame
Compared
50000
ROWS
50000
0
DUPLICATES
0
27.0 MB
RAM
27.8 MB
31
FEATURES
33
8
CATEGORICAL
8
20
NUMERICAL
19
3
TEXT
3
3 (IGNORED: NOT IN SOURCE DATASET)
2.3.1
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Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
days_active_first_28_days_after_registration
VALUES:
50,000
(100%)
MISSING:
---
DISTINCT:
29
(<1%)
ZEROES:
17,491
(35%)
MAX
28.0
95%
28.0
Q3
13.0
AVG
7.4
MEDIAN
2.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
28.0
IQR
13.0
STD
9.70
VAR
94.1
KURT.
-0.333
SKEW
1.10
SUM
372k
1
user_id
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
50,000
(100%)
50,000
(100%)
ZEROES:
---
---
MAX
219k
513k
95%
208k
502k
Q3
165k
460k
AVG
110k
407k
MEDIAN
110k
407k
Q1
55k
353k
5%
11k
311k
MIN
0k
300k
RANGE
219k
213k
IQR
110k
106k
STD
63,219
61,249
VAR
4.0B
3.8B
KURT.
-1.20
-1.20
SKEW
-0.007
-0.008
SUM
5.5B
20.3B
2
registration_time_utc
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
49,410
(99%)
49,439
(99%)
3
<1%
-
-
2024-06-08 18:32:58
3
<1%
-
-
2024-05-19 14:17:30
3
<1%
-
-
2024-06-01 22:41:00
3
<1%
-
-
2024-06-04 21:49:38
3
<1%
-
-
2024-06-13 14:30:33
2
<1%
-
-
2024-06-11 04:08:09
2
<1%
-
-
2024-06-10 11:09:23
49,981
>99%
50,000
100%
(Other)
3
registration_platform_specific
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
7
(<1%)
7
(<1%)
4
registration_country
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
184
(<1%)
187
(<1%)
12,018
24%
10,322
21%
Indonesia
4,472
9%
4,180
8%
Turkey
3,067
6%
3,214
6%
Brazil
2,130
4%
2,366
5%
Germany
1,700
3%
1,683
3%
United Kingdom
1,619
3%
1,916
4%
France
1,544
3%
1,371
3%
Thailand
23,450
47%
24,948
50%
(Other)
5
registration_store
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
7
(<1%)
7
(<1%)
6
registration_season_day
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
28
(<1%)
28
(<1%)
ZEROES:
---
---
MAX
28.0
28.0
95%
27.0
27.0
Q3
21.0
21.0
AVG
13.6
13.8
MEDIAN
13.0
14.0
Q1
7.0
7.0
5%
2.0
2.0
MIN
1.0
1.0
RANGE
27.0
27.0
IQR
14.0
14.0
STD
8.05
8.14
VAR
64.8
66.3
KURT.
-1.18
-1.21
SKEW
0.137
0.094
SUM
681k
688k
7
registration_channel_detailed
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
3
(<1%)
3
(<1%)
8
registration_device_type
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
3
(<1%)
3
(<1%)
9
registration_device_manufacturer
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
166
(<1%)
172
(<1%)
12,068
24%
12,512
25%
Apple
11,815
24%
12,703
25%
samsung
9,685
19%
9,299
19%
Xiaomi
3,119
6%
2,927
6%
OPPO
2,298
5%
2,013
4%
vivo
2,072
4%
1,806
4%
realme
1,813
4%
1,659
3%
Unknown
7,130
14%
7,081
14%
(Other)
10
session_count
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
34
(<1%)
34
(<1%)
ZEROES:
240
(<1%)
288
(<1%)
MAX
52.0
38.0
95%
6.0
6.0
Q3
3.0
3.0
AVG
2.3
2.2
MEDIAN
2.0
1.0
Q1
1.0
1.0
5%
1.0
1.0
MIN
0.0
0.0
RANGE
52.0
38.0
IQR
2.00
2.00
STD
2.11
2.08
VAR
4.44
4.33
KURT.
30.3
24.5
SKEW
3.84
3.68
SUM
113k
111k
11
playtime
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
49,357
(99%)
49,279
(99%)
ZEROES:
240
(<1%)
288
(<1%)
MAX
970
947
95%
107
114
Q3
43
45
AVG
32
33
MEDIAN
19
19
Q1
6
5
5%
1
1
MIN
0
0
RANGE
970
947
IQR
37.6
39.6
STD
40.9
43.8
VAR
1,671
1,916
KURT.
28.6
25.4
SKEW
3.59
3.55
SUM
1.6M
1.7M
12
number_of_devices_used
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
5
(<1%)
5
(<1%)
13
total_match_played_count
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
28
(<1%)
57
(<1%)
ZEROES:
20,918
(42%)
17,831
(36%)
MAX
29.0
71.0
95%
4.0
10.0
Q3
1.0
2.0
AVG
1.0
1.9
MEDIAN
1.0
1.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
29.0
71.0
IQR
1.00
2.00
STD
1.62
3.93
VAR
2.64
15.5
KURT.
30.1
35.5
SKEW
4.32
5.01
SUM
50,688
94,104
14
total_match_watched_count
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
17
(<1%)
20
(<1%)
ZEROES:
39,284
(79%)
36,114
(72%)
MAX
19.0
20.0
95%
2.0
2.0
Q3
0.0
1.0
AVG
0.4
0.4
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
19.0
20.0
IQR
0.00
1.00
STD
0.952
1.00
VAR
0.906
1.01
KURT.
37.5
39.9
SKEW
4.96
4.79
SUM
17,907
22,334
15
transaction_count_iap
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
11
(<1%)
11
(<1%)
ZEROES:
49,445
(99%)
49,400
(99%)
MAX
15.0
10.0
95%
0.0
0.0
Q3
0.0
0.0
AVG
0.0
0.0
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
15.0
10.0
IQR
0.00
0.00
STD
0.252
0.254
VAR
0.064
0.064
KURT.
808
365
SKEW
22.6
16.8
SUM
1,020
1,121
16
transaction_count_rewarded_video
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
59
(<1%)
60
(<1%)
ZEROES:
34,493
(69%)
35,675
(71%)
MAX
58.0
60.0
95%
6.0
6.0
Q3
1.0
1.0
AVG
1.4
1.3
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
58.0
60.0
IQR
1.00
1.00
STD
4.47
4.22
VAR
20.0
17.8
KURT.
58.6
66.5
SKEW
6.92
7.35
SUM
70,199
63,125
17
tokens_spent
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
398
(<1%)
399
(<1%)
ZEROES:
20,335
(41%)
21,343
(43%)
MAX
9,182
8,122
95%
119
117
Q3
70
68
AVG
36
35
MEDIAN
10
8
Q1
0
0
5%
0
0
MIN
0
0
RANGE
9,182
8,122
IQR
70.0
68.0
STD
67.3
64.8
VAR
4,535
4,200
KURT.
6,845
4,998
SKEW
53.0
43.8
SUM
1.8M
1.8M
18
tokens_stash
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
789
(2%)
781
(2%)
ZEROES:
965
(2%)
997
(2%)
MAX
8,261
5,884
95%
211
211
Q3
113
113
AVG
91
91
MEDIAN
83
84
Q1
29
31
5%
2
2
MIN
0
0
RANGE
8,261
5,884
IQR
84.0
82.0
STD
120
118
VAR
14,440
13,950
KURT.
905
421
SKEW
19.7
14.2
SUM
4.5M
4.6M
19
tokens_bought
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
53
(<1%)
48
(<1%)
ZEROES:
49,700
(>99%)
49,721
(>99%)
MAX
9,000
3,471
95%
0
0
Q3
0
0
AVG
1
1
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
9,000
3,471
IQR
0.00
0.00
STD
45.1
21.1
VAR
2,033
443
KURT.
32,187
15,377
SKEW
167
105
SUM
39,510
28,407
20
rests_stash
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
1,074
(2%)
1,069
(2%)
ZEROES:
169
(<1%)
169
(<1%)
MAX
1,438
2,036
95%
915
894
Q3
381
368
AVG
306
300
MEDIAN
223
218
Q1
148
147
5%
67
64
MIN
0
0
RANGE
1,438
2,036
IQR
233
221
STD
238
236
VAR
56,566
55,465
KURT.
2.06
2.28
SKEW
1.60
1.65
SUM
15.3M
15.0M
21
rests_spent
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
434
(<1%)
430
(<1%)
ZEROES:
31,205
(62%)
31,890
(64%)
MAX
959
838
95%
145
138
Q3
24
22
AVG
25
24
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
959
838
IQR
24.0
22.0
STD
53.7
52.4
VAR
2,888
2,751
KURT.
22.4
19.3
SKEW
3.70
3.62
SUM
1.2M
1.2M
22
morale_spent
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
180
(<1%)
183
(<1%)
ZEROES:
33,901
(68%)
34,892
(70%)
MAX
361
361
95%
22
22
Q3
6
5
AVG
5
5
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
361
361
IQR
6.00
5.00
STD
13.8
13.2
VAR
191
173
KURT.
71.8
107
SKEW
6.86
7.99
SUM
247k
225k
23
money_stash
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
48,650
(97%)
48,230
(96%)
ZEROES:
27
(<1%)
38
(<1%)
MAX
2.2B
2.1B
95%
1.2B
1.2B
Q3
0.8B
0.8B
AVG
0.4B
0.4B
MEDIAN
0.2B
0.2B
Q1
0.0B
0.0B
5%
0.0B
0.0B
MIN
0.0B
0.0B
RANGE
2.2B
2.1B
IQR
788.1M
743.0M
STD
446.4M
440.5M
VAR
199242.2T
194079.3T
KURT.
-0.900
-0.785
SKEW
0.784
0.856
SUM
21.0T
20.1T
24
avg_stars_top_3_players
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
48,897
(98%)
48,914
(98%)
ZEROES:
3
(<1%)
1
(<1%)
MAX
8.21
9.20
95%
6.53
6.50
Q3
6.07
6.03
MEDIAN
5.73
5.68
AVG
5.67
5.63
Q1
5.30
5.25
5%
4.58
4.55
MIN
0.00
0.00
RANGE
8.21
9.20
IQR
0.774
0.779
STD
0.575
0.575
VAR
0.331
0.331
KURT.
0.394
-0.019
SKEW
-0.340
-0.255
SUM
284k
281k
25
avg_age_top_11_players
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
10
(<1%)
10
(<1%)
26
training_count
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
174
(<1%)
157
(<1%)
ZEROES:
18,588
(37%)
19,418
(39%)
MAX
516
460
95%
11
10
Q3
4
4
AVG
3
3
MEDIAN
1
1
Q1
0
0
5%
0
0
MIN
0
0
RANGE
516
460
IQR
4.00
4.00
STD
11.1
10.0
VAR
123
100
KURT.
556
642
SKEW
19.7
21.1
SUM
163k
151k
27
is_payer_lifetime
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
28
days_active_lifetime
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
521
(1%)
535
(1%)
ZEROES:
---
---
MAX
650
683
95%
175
173
Q3
51
48
AVG
43
41
MEDIAN
17
15
Q1
4
4
5%
1
1
MIN
1
1
RANGE
649
682
IQR
47.0
44.0
STD
66.1
66.4
VAR
4,372
4,404
KURT.
12.4
13.8
SKEW
3.08
3.25
SUM
2.1M
2.1M
29
transaction_count_iap_lifetime
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
129
(<1%)
125
(<1%)
ZEROES:
43,825
(88%)
43,885
(88%)
MAX
335
700
95%
4
4
Q3
0
0
AVG
1
1
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
335
700
IQR
0.00
0.00
STD
6.76
7.18
VAR
45.7
51.6
KURT.
479
2,114
SKEW
17.2
30.7
SUM
53,082
51,981
30
is_rewarded_video_watcher_lifetime
VALUES:
50,000
(100%)
50,000
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
days_active_first_28_days_after_registration
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
playtime
0.41
avg_stars_top_3_players
0.34
session_count
0.30
transaction_count_rewarded_video
0.25
days_active_lifetime
0.23
total_match_watched_count
0.22
rests_spent
0.20
tokens_spent
0.18
money_stash
0.16
morale_spent
0.15
total_match_played_count
0.15
training_count
0.14
transaction_count_iap
0.08
rests_stash
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
is_rewarded_video_watcher_lifetime
0.21
is_payer_lifetime
0.10
registration_platform_specific
0.09
registration_device_type
0.09
avg_age_top_11_players
0.08
registration_channel_detailed
0.07
number_of_devices_used
0.07
registration_store
0.05
MOST FREQUENT VALUES
0
17,491
35.0%
1
5,642
11.3%
28
3,184
6.4%
2
3,045
6.1%
3
2,138
4.3%
4
1,648
3.3%
5
1,403
2.8%
27
1,370
2.7%
6
1,165
2.3%
7
1,017
2.0%
26
898
1.8%
9
861
1.7%
8
836
1.7%
25
762
1.5%
11
711
1.4%
SMALLEST VALUES
0
17,491
35.0%
1
5,642
11.3%
2
3,045
6.1%
3
2,138
4.3%
4
1,648
3.3%
5
1,403
2.8%
6
1,165
2.3%
7
1,017
2.0%
8
836
1.7%
9
861
1.7%
10
710
1.4%
11
711
1.4%
12
625
1.2%
13
565
1.1%
14
532
1.1%
LARGEST VALUES
28
3,184
6.4%
27
1,370
2.7%
26
898
1.8%
25
762
1.5%
24
664
1.3%
23
573
1.1%
22
543
1.1%
21
531
1.1%
20
493
1.0%
19
541
1.1%
18
508
1.0%
17
499
1.0%
16
516
1.0%
15
529
1.1%
14
532
1.1%
Associations
[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "Compared"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
days_active_first_28_days_after_registration
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
playtime
0.41
avg_stars_top_3_players
0.34
session_count
0.30
transaction_count_rewarded_video
0.25
days_active_lifetime
0.23
total_match_watched_count
0.22
rests_spent
0.20
tokens_spent
0.18
money_stash
0.16
morale_spent
0.15
total_match_played_count
0.15
training_count
0.14
transaction_count_iap
0.08
rests_stash
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
is_rewarded_video_watcher_lifetime
0.21
is_payer_lifetime
0.10
registration_platform_specific
0.09
registration_device_type
0.09
avg_age_top_11_players
0.08
registration_channel_detailed
0.07
number_of_devices_used
0.07
registration_store
0.05
MOST FREQUENT VALUES
0
17,491
35.0%
1
5,642
11.3%
28
3,184
6.4%
2
3,045
6.1%
3
2,138
4.3%
4
1,648
3.3%
5
1,403
2.8%
27
1,370
2.7%
6
1,165
2.3%
7
1,017
2.0%
26
898
1.8%
9
861
1.7%
8
836
1.7%
25
762
1.5%
11
711
1.4%
SMALLEST VALUES
0
17,491
35.0%
1
5,642
11.3%
2
3,045
6.1%
3
2,138
4.3%
4
1,648
3.3%
5
1,403
2.8%
6
1,165
2.3%
7
1,017
2.0%
8
836
1.7%
9
861
1.7%
10
710
1.4%
11
711
1.4%
12
625
1.2%
13
565
1.1%
14
532
1.1%
LARGEST VALUES
28
3,184
6.4%
27
1,370
2.7%
26
898
1.8%
25
762
1.5%
24
664
1.3%
23
573
1.1%
22
543
1.1%
21
531
1.1%
20
493
1.0%
19
541
1.1%
18
508
1.0%
17
499
1.0%
16
516
1.0%
15
529
1.1%
14
532
1.1%
user_id
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
avg_stars_top_3_players
-0.02
session_count
-0.02
tokens_stash
-0.02
transaction_count_iap_lifetime
0.02
rests_stash
-0.01
morale_spent
-0.01
rests_spent
-0.01
money_stash
-0.01
days_active_lifetime
0.01
registration_season_day
-0.01
transaction_count_rewarded_video
-0.01
tokens_bought
-0.01
days_active_first_28_days_after_registration
-0.01
tokens_spent
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
registration_store
0.07
registration_platform_specific
0.07
registration_channel_detailed
0.07
registration_device_type
0.07
is_payer_lifetime
0.02
number_of_devices_used
0.02
avg_age_top_11_players
0.01
is_rewarded_video_watcher_lifetime
0.01
MOST FREQUENT VALUES
5
1
<0.1%
0
0.0%
147047
1
<0.1%
0
0.0%
146983
1
<0.1%
0
0.0%
146991
1
<0.1%
0
0.0%
146993
1
<0.1%
0
0.0%
146994
1
<0.1%
0
0.0%
147005
1
<0.1%
0
0.0%
147006
1
<0.1%
0
0.0%
147009
1
<0.1%
0
0.0%
147010
1
<0.1%
0
0.0%
147011
1
<0.1%
0
0.0%
147012
1
<0.1%
0
0.0%
147014
1
<0.1%
0
0.0%
147016
1
<0.1%
0
0.0%
147024
1
<0.1%
0
0.0%
SMALLEST VALUES
5
1
<0.1%
0
0.0%
7
1
<0.1%
0
0.0%
13
1
<0.1%
0
0.0%
23
1
<0.1%
0
0.0%
25
1
<0.1%
0
0.0%
34
1
<0.1%
0
0.0%
35
1
<0.1%
0
0.0%
36
1
<0.1%
0
0.0%
39
1
<0.1%
0
0.0%
45
1
<0.1%
0
0.0%
50
1
<0.1%
0
0.0%
54
1
<0.1%
0
0.0%
55
1
<0.1%
0
0.0%
71
1
<0.1%
0
0.0%
78
1
<0.1%
0
0.0%
LARGEST VALUES
218956
1
<0.1%
0
0.0%
218949
1
<0.1%
0
0.0%
218948
1
<0.1%
0
0.0%
218947
1
<0.1%
0
0.0%
218943
1
<0.1%
0
0.0%
218939
1
<0.1%
0
0.0%
218932
1
<0.1%
0
0.0%
218925
1
<0.1%
0
0.0%
218924
1
<0.1%
0
0.0%
218923
1
<0.1%
0
0.0%
218916
1
<0.1%
0
0.0%
218914
1
<0.1%
0
0.0%
218910
1
<0.1%
0
0.0%
218903
1
<0.1%
0
0.0%
218901
1
<0.1%
0
0.0%
registration_time_utc
MISSING:
---
---
3
<1%
-
-
2024-06-08 18:32:58
3
<1%
-
-
2024-05-19 14:17:30
3
<1%
-
-
2024-06-01 22:41:00
3
<1%
-
-
2024-06-04 21:49:38
3
<1%
-
-
2024-06-13 14:30:33
2
<1%
-
-
2024-06-11 04:08:09
2
<1%
-
-
2024-06-10 11:09:23
2
<1%
-
-
2024-06-08 19:02:24
2
<1%
-
-
2024-05-28 13:28:40
2
<1%
-
-
2024-05-24 19:00:09
2
<1%
-
-
2024-06-04 23:22:08
2
<1%
-
-
2024-05-26 16:32:59
2
<1%
-
-
2024-06-03 06:57:16
2
<1%
-
-
2024-05-23 12:24:24
2
<1%
-
-
2024-05-20 16:49:15
2
<1%
-
-
2024-06-06 16:36:00
2
<1%
-
-
2024-06-10 10:39:56
2
<1%
-
-
2024-06-09 15:57:52
2
<1%
-
-
2024-06-12 10:00:10
2
<1%
-
-
2024-05-26 15:20:00
2
<1%
-
-
2024-06-05 17:35:28
2
<1%
-
-
2024-05-26 20:46:18
2
<1%
-
-
2024-05-29 21:43:47
2
<1%
-
-
2024-05-31 21:54:15
2
<1%
-
-
2024-06-04 15:27:56
2
<1%
-
-
2024-06-11 14:49:02
2
<1%
-
-
2024-05-19 08:51:04
2
<1%
-
-
2024-06-03 15:39:10
2
<1%
-
-
2024-05-29 23:48:48
2
<1%
-
-
2024-05-29 17:46:52
2
<1%
-
-
2024-06-04 21:14:16
2
<1%
-
-
2024-06-02 14:49:50
2
<1%
-
-
2024-05-30 08:22:42
2
<1%
-
-
2024-06-01 21:53:03
2
<1%
-
-
2024-06-01 15:50:13
2
<1%
-
-
2024-05-23 09:57:22
2
<1%
-
-
2024-05-27 12:52:04
2
<1%
-
-
2024-06-10 19:48:12
2
<1%
-
-
2024-06-04 00:11:52
2
<1%
-
-
2024-06-02 23:53:28
2
<1%
-
-
2024-06-08 19:37:54
2
<1%
-
-
2024-05-20 14:57:05
2
<1%
-
-
2024-05-29 22:30:52
2
<1%
-
-
2024-05-22 21:42:17
2
<1%
-
-
2024-06-13 16:00:57
2
<1%
-
-
2024-06-04 21:14:07
2
<1%
-
-
2024-05-26 12:24:57
2
<1%
-
-
2024-06-05 10:18:43
2
<1%
-
-
2024-05-28 13:13:18
2
<1%
-
-
2024-05-31 21:04:43
2
<1%
-
-
2024-06-02 16:10:41
2
<1%
-
-
2024-06-10 15:38:47
2
<1%
-
-
2024-05-22 09:42:56
2
<1%
-
-
2024-05-19 09:53:22
2
<1%
-
-
2024-06-07 16:48:23
2
<1%
-
-
2024-06-15 13:09:52
2
<1%
-
-
2024-06-08 15:42:12
2
<1%
-
-
2024-05-25 16:51:09
2
<1%
-
-
2024-05-22 15:31:47
2
<1%
-
-
2024-06-03 14:05:42
49,875
>99%
50,000
100%
(Other)
registration_platform_specific
MISSING:
---
---
TOP CATEGORIES
days_active_first_28_days_after_registration
(avg)
Android Phone
34,799
70%
34,161
68%
7.75
iOS Phone
10,895
22%
11,199
22%
7.55
Android Tablet
1,582
3%
1,929
4%
5.08
iOS Tablet
1,309
3%
1,466
3%
3.87
UniversalWindows PC
755
2%
665
1%
4.51
WebGL FB Canvas
415
<1%
362
<1%
4.78
WebGL TE Site
245
<1%
218
<1%
6.96
ALL
50,000
100%
50,000
100%
7.44
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
registration_platform_specific
PROVIDES INFORMATION ON...
registration_device_type
1.00
registration_store
0.95
registration_channel_detailed
0.05
number_of_devices_used
0.03
is_rewarded_video_watcher_lifetime
0.02
is_payer_lifetime
0.01
avg_age_top_11_players
0.00

THESE FEATURES
GIVE INFORMATION
ON registration_platform_specific:
registration_store
0.77
registration_device_type
0.38
registration_channel_detailed
0.05
is_rewarded_video_watcher_lifetime
0.01
is_payer_lifetime
0.00
number_of_devices_used
0.00
avg_age_top_11_players
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
registration_platform_specific
CORRELATION RATIO WITH...
money_stash
0.14
rests_stash
0.12
playtime
0.10
session_count
0.10
days_active_first_28_days_after_registration
0.09
avg_stars_top_3_players
0.09
user_id
0.07
transaction_count_rewarded_video
0.07
days_active_lifetime
0.06
tokens_stash
0.05
transaction_count_iap
0.05
total_match_watched_count
0.04
transaction_count_iap_lifetime
0.04
training_count
0.04
registration_country
MISSING:
---
---
12,018
24%
10,322
21%
Indonesia
4,472
9%
4,180
8%
Turkey
3,067
6%
3,214
6%
Brazil
2,130
4%
2,366
5%
Germany
1,700
3%
1,683
3%
United Kingdom
1,619
3%
1,916
4%
France
1,544
3%
1,371
3%
Thailand
1,339
3%
1,414
3%
Italy
1,236
2%
1,652
3%
Spain
1,162
2%
993
2%
Malaysia
1,160
2%
1,563
3%
Poland
951
2%
946
2%
United States
852
2%
833
2%
Argentina
745
1%
800
2%
Greece
728
1%
688
1%
Egypt
680
1%
872
2%
Romania
651
1%
590
1%
Israel
590
1%
648
1%
Portugal
566
1%
782
2%
Mexico
559
1%
521
1%
Czech Republic
533
1%
389
<1%
India
445
<1%
565
1%
Serbia
437
<1%
353
<1%
Saudi Arabia
395
<1%
467
<1%
Colombia
392
<1%
467
<1%
Netherlands
376
<1%
410
<1%
Belgium
363
<1%
314
<1%
Nigeria
359
<1%
352
<1%
Austria
353
<1%
337
<1%
Chile
342
<1%
315
<1%
Vietnam
332
<1%
297
<1%
Morocco
286
<1%
368
<1%
Sweden
269
<1%
279
<1%
South Africa
224
<1%
270
<1%
Switzerland
223
<1%
297
<1%
Croatia
214
<1%
326
<1%
Ukraine
212
<1%
254
<1%
Slovakia
206
<1%
217
<1%
Peru
206
<1%
216
<1%
Australia
205
<1%
190
<1%
Azerbaijan
204
<1%
172
<1%
Korea, Republic of
204
<1%
265
<1%
Canada
203
<1%
170
<1%
Iraq
184
<1%
196
<1%
Algeria
182
<1%
174
<1%
Norway
182
<1%
237
<1%
Denmark
165
<1%
185
<1%
Bulgaria
164
<1%
171
<1%
Bosnia and Herzegovina
162
<1%
117
<1%
Japan
160
<1%
158
<1%
Russian Federation
150
<1%
109
<1%
Tunisia
133
<1%
178
<1%
Hungary
132
<1%
178
<1%
Ecuador
127
<1%
112
<1%
Singapore
112
<1%
88
<1%
United Arab Emirates
109
<1%
99
<1%
Jordan
106
<1%
150
<1%
Venezuela
97
<1%
83
<1%
Cambodia
97
<1%
95
<1%
Ireland
95
<1%
125
<1%
Uruguay
2,891
6%
2,901
6%
(Other)
registration_store
MISSING:
---
---
TOP CATEGORIES
days_active_first_28_days_after_registration
(avg)
GooglePlay
36,017
72%
35,697
71%
7.7
AppStore
12,204
24%
12,665
25%
7.2
WindowsStore
755
2%
665
1%
4.5
Facebook
660
1%
580
1%
5.6
Huawei
253
<1%
254
<1%
5.2
GooglePlayForPC
105
<1%
84
<1%
4.7
Catappult
6
<1%
55
<1%
11.2
ALL
50,000
100%
50,000
100%
7.4
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
registration_store
PROVIDES INFORMATION ON...
registration_platform_specific
0.77
registration_device_type
0.41
registration_channel_detailed
0.06
number_of_devices_used
0.02
is_rewarded_video_watcher_lifetime
0.02
is_payer_lifetime
0.01
avg_age_top_11_players
0.00

THESE FEATURES
GIVE INFORMATION
ON registration_store:
registration_platform_specific
0.95
registration_device_type
0.19
registration_channel_detailed
0.07
is_rewarded_video_watcher_lifetime
0.01
is_payer_lifetime
0.00
number_of_devices_used
0.00
avg_age_top_11_players
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
registration_store
CORRELATION RATIO WITH...
money_stash
0.12
rests_stash
0.11
playtime
0.10
session_count
0.08
user_id
0.07
transaction_count_rewarded_video
0.07
avg_stars_top_3_players
0.06
days_active_first_28_days_after_registration
0.05
tokens_stash
0.05
transaction_count_iap
0.05
total_match_watched_count
0.04
transaction_count_iap_lifetime
0.04
total_match_played_count
0.04
days_active_lifetime
0.04
registration_season_day
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_match_played_count
-0.12
morale_spent
0.09
total_match_watched_count
-0.05
transaction_count_rewarded_video
-0.05
days_active_first_28_days_after_registration
-0.04
rests_spent
0.03
tokens_spent
-0.03
session_count
-0.02
playtime
-0.02
training_count
-0.02
tokens_stash
0.02
money_stash
0.02
transaction_count_iap
-0.01
user_id
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
registration_channel_detailed
0.02
avg_age_top_11_players
0.02
is_payer_lifetime
0.01
registration_store
0.01
registration_platform_specific
0.01
number_of_devices_used
0.01
registration_device_type
0.01
is_rewarded_video_watcher_lifetime
0.00
MOST FREQUENT VALUES
8
2,273
4.5%
2,061
4.1%
1
2,244
4.5%
2,343
4.7%
5
2,128
4.3%
1,878
3.8%
7
2,125
4.2%
1,989
4.0%
4
1,989
4.0%
1,930
3.9%
15
1,972
3.9%
2,003
4.0%
2
1,969
3.9%
2,210
4.4%
3
1,951
3.9%
2,022
4.0%
6
1,891
3.8%
1,837
3.7%
14
1,885
3.8%
1,765
3.5%
9
1,884
3.8%
1,846
3.7%
22
1,851
3.7%
1,902
3.8%
10
1,835
3.7%
1,723
3.4%
11
1,766
3.5%
1,740
3.5%
21
1,728
3.5%
1,881
3.8%
SMALLEST VALUES
1
2,244
4.5%
2,343
4.7%
2
1,969
3.9%
2,210
4.4%
3
1,951
3.9%
2,022
4.0%
4
1,989
4.0%
1,930
3.9%
5
2,128
4.3%
1,878
3.8%
6
1,891
3.8%
1,837
3.7%
7
2,125
4.2%
1,989
4.0%
8
2,273
4.5%
2,061
4.1%
9
1,884
3.8%
1,846
3.7%
10
1,835
3.7%
1,723
3.4%
11
1,766
3.5%
1,740
3.5%
12
1,701
3.4%
1,739
3.5%
13
1,684
3.4%
1,609
3.2%
14
1,885
3.8%
1,765
3.5%
15
1,972
3.9%
2,003
4.0%
LARGEST VALUES
28
1,608
3.2%
1,687
3.4%
27
1,476
3.0%
1,492
3.0%
26
1,382
2.8%
1,495
3.0%
25
1,444
2.9%
1,483
3.0%
24
1,524
3.0%
1,481
3.0%
23
1,572
3.1%
1,653
3.3%
22
1,851
3.7%
1,902
3.8%
21
1,728
3.5%
1,881
3.8%
20
1,635
3.3%
1,814
3.6%
19
1,555
3.1%
1,658
3.3%
18
1,618
3.2%
1,472
2.9%
17
1,678
3.4%
1,630
3.3%
16
1,632
3.3%
1,657
3.3%
15
1,972
3.9%
2,003
4.0%
14
1,885
3.8%
1,765
3.5%
registration_channel_detailed
MISSING:
---
---
TOP CATEGORIES
days_active_first_28_days_after_registration
(avg)
Paid
24,678
49%
24,415
49%
7.97
Organic
22,745
45%
23,145
46%
6.72
Unknown
2,577
5%
2,440
5%
8.74
ALL
50,000
100%
50,000
100%
7.44
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
registration_channel_detailed
PROVIDES INFORMATION ON...
number_of_devices_used
0.16
registration_device_type
0.08
registration_store
0.07
registration_platform_specific
0.05
is_payer_lifetime
0.00
is_rewarded_video_watcher_lifetime
0.00
avg_age_top_11_players
0.00

THESE FEATURES
GIVE INFORMATION
ON registration_channel_detailed:
registration_store
0.06
registration_platform_specific
0.05
registration_device_type
0.03
number_of_devices_used
0.01
is_payer_lifetime
0.00
is_rewarded_video_watcher_lifetime
0.00
avg_age_top_11_players
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
registration_channel_detailed
CORRELATION RATIO WITH...
money_stash
0.16
rests_stash
0.14
days_active_lifetime
0.09
days_active_first_28_days_after_registration
0.07
user_id
0.07
avg_stars_top_3_players
0.06
tokens_stash
0.06
playtime
0.06
transaction_count_iap_lifetime
0.04
rests_spent
0.04
transaction_count_rewarded_video
0.04
session_count
0.04
morale_spent
0.03
training_count
0.03
registration_device_type
MISSING:
---
---
TOP CATEGORIES
days_active_first_28_days_after_registration
(avg)
Phone
45,694
91%
45,360
91%
7.70
Tablet
2,891
6%
3,395
7%
4.53
PC
1,415
3%
1,245
2%
5.01
ALL
50,000
100%
50,000
100%
7.44
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
registration_device_type
PROVIDES INFORMATION ON...
registration_platform_specific
0.38
registration_store
0.19
registration_channel_detailed
0.03
number_of_devices_used
0.02
is_rewarded_video_watcher_lifetime
0.01
is_payer_lifetime
0.00
avg_age_top_11_players
0.00

THESE FEATURES
GIVE INFORMATION
ON registration_device_type:
registration_platform_specific
1.00
registration_store
0.41
registration_channel_detailed
0.08
is_rewarded_video_watcher_lifetime
0.02
number_of_devices_used
0.00
is_payer_lifetime
0.00
avg_age_top_11_players
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
registration_device_type
CORRELATION RATIO WITH...
days_active_first_28_days_after_registration
0.09
money_stash
0.07
avg_stars_top_3_players
0.07
user_id
0.07
transaction_count_rewarded_video
0.06
days_active_lifetime
0.06
session_count
0.05
rests_stash
0.05
playtime
0.03
rests_spent
0.03
training_count
0.02
morale_spent
0.02
tokens_stash
0.02
total_match_watched_count
0.02
registration_device_manufacturer
MISSING:
---
---
12,068
24%
12,512
25%
Apple
11,815
24%
12,703
25%
samsung
9,685
19%
9,299
19%
Xiaomi
3,119
6%
2,927
6%
OPPO
2,298
5%
2,013
4%
vivo
2,072
4%
1,806
4%
realme
1,813
4%
1,659
3%
Unknown
1,464
3%
1,545
3%
motorola
1,139
2%
1,116
2%
HUAWEI
881
2%
783
2%
INFINIX
583
1%
534
1%
INFINIX MOBILITY LIMITED
457
<1%
496
<1%
HONOR
358
<1%
366
<1%
TECNO
314
<1%
302
<1%
Google
250
<1%
269
<1%
OnePlus
167
<1%
151
<1%
TECNO MOBILE LIMITED
159
<1%
178
<1%
LENOVO
128
<1%
97
<1%
asus
127
<1%
99
<1%
Realme
113
<1%
94
<1%
ITEL
107
<1%
112
<1%
LGE
102
<1%
126
<1%
TCL
62
<1%
35
<1%
General Mobile
61
<1%
56
<1%
Sony
57
<1%
83
<1%
ZTE
55
<1%
64
<1%
HMD Global
31
<1%
27
<1%
reeder
28
<1%
22
<1%
Nothing
27
<1%
27
<1%
OMIX
27
<1%
16
<1%
Blackview
18
<1%
16
<1%
HXY
18
<1%
20
<1%
CUBOT
17
<1%
18
<1%
DOOGEE
17
<1%
14
<1%
nubia
17
<1%
14
<1%
blackshark
16
<1%
15
<1%
itel
16
<1%
9
<1%
Wingtech
16
<1%
21
<1%
Ulefone
15
<1%
12
<1%
incar
15
<1%
25
<1%
Casper
14
<1%
20
<1%
Lenovo
13
<1%
12
<1%
WIKO
12
<1%
10
<1%
ADVAN
10
<1%
14
<1%
Amazon
8
<1%
6
<1%
SHARP
7
<1%
6
<1%
Hisense
7
<1%
11
<1%
OUKITEL
6
<1%
14
<1%
ITEL MOBILE LIMITED
6
<1%
4
<1%
AIDATA
5
<1%
8
<1%
wheatek
5
<1%
5
<1%
Multilaser
5
<1%
4
<1%
Crosscall
5
<1%
5
<1%
BLU
4
<1%
-
-
ANT DAO TECHNOLOGY LIMITED
4
<1%
6
<1%
alps
4
<1%
4
<1%
Meizu
4
<1%
-
-
Positivo
4
<1%
4
<1%
Vestel
4
<1%
3
<1%
vsmart
3
<1%
3
<1%
Fairphone
138
<1%
180
<1%
(Other)
session_count
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
playtime
0.57
total_match_watched_count
0.36
transaction_count_rewarded_video
0.31
days_active_first_28_days_after_registration
0.30
total_match_played_count
0.30
avg_stars_top_3_players
0.29
rests_spent
0.27
tokens_spent
0.24
training_count
0.22
morale_spent
0.17
transaction_count_iap
0.08
tokens_stash
-0.07
days_active_lifetime
0.06
tokens_bought
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
number_of_devices_used
0.16
is_rewarded_video_watcher_lifetime
0.10
registration_platform_specific
0.10
registration_store
0.08
avg_age_top_11_players
0.07
registration_device_type
0.05
registration_channel_detailed
0.04
is_payer_lifetime
0.01
MOST FREQUENT VALUES
1
24,529
49.1%
25,188
50.4%
2
11,608
23.2%
11,360
22.7%
3
5,301
10.6%
5,219
10.4%
4
3,274
6.5%
3,013
6.0%
5
1,801
3.6%
1,738
3.5%
6
1,111
2.2%
1,111
2.2%
7
689
1.4%
672
1.3%
8
436
0.9%
438
0.9%
9
301
0.6%
267
0.5%
0
240
0.5%
288
0.6%
10
210
0.4%
193
0.4%
11
120
0.2%
146
0.3%
12
91
0.2%
89
0.2%
13
76
0.2%
69
0.1%
14
54
0.1%
42
<0.1%
SMALLEST VALUES
0
240
0.5%
288
0.6%
1
24,529
49.1%
25,188
50.4%
2
11,608
23.2%
11,360
22.7%
3
5,301
10.6%
5,219
10.4%
4
3,274
6.5%
3,013
6.0%
5
1,801
3.6%
1,738
3.5%
6
1,111
2.2%
1,111
2.2%
7
689
1.4%
672
1.3%
8
436
0.9%
438
0.9%
9
301
0.6%
267
0.5%
10
210
0.4%
193
0.4%
11
120
0.2%
146
0.3%
12
91
0.2%
89
0.2%
13
76
0.2%
69
0.1%
14
54
0.1%
42
<0.1%
LARGEST VALUES
52
1
<0.1%
0
0.0%
47
1
<0.1%
0
0.0%
38
1
<0.1%
2
<0.1%
33
1
<0.1%
0
0.0%
32
1
<0.1%
1
<0.1%
30
1
<0.1%
4
<0.1%
28
1
<0.1%
2
<0.1%
26
3
<0.1%
1
<0.1%
25
3
<0.1%
1
<0.1%
24
7
<0.1%
5
<0.1%
23
3
<0.1%
3
<0.1%
22
6
<0.1%
5
<0.1%
21
9
<0.1%
4
<0.1%
20
16
<0.1%
5
<0.1%
19
15
<0.1%
11
<0.1%
playtime
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_match_watched_count
0.57
session_count
0.57
transaction_count_rewarded_video
0.45
total_match_played_count
0.45
rests_spent
0.44
avg_stars_top_3_players
0.43
days_active_first_28_days_after_registration
0.41
tokens_spent
0.36
training_count
0.35
morale_spent
0.25
tokens_stash
-0.14
transaction_count_iap
0.12
rests_stash
-0.10
days_active_lifetime
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
is_rewarded_video_watcher_lifetime
0.15
number_of_devices_used
0.10
avg_age_top_11_players
0.10
registration_platform_specific
0.10
registration_store
0.10
registration_channel_detailed
0.06
is_payer_lifetime
0.05
registration_device_type
0.03
MOST FREQUENT VALUES
0.0
240
0.5%
288
0.6%
6.081416666666667
3
<0.1%
0
0.0%
40.16773333333333
3
<0.1%
0
0.0%
1.9678666666666667
3
<0.1%
0
0.0%
0.4678333333333333
2
<0.1%
0
0.0%
0.6544833333333333
2
<0.1%
0
0.0%
2.6763833333333333
2
<0.1%
0
0.0%
0.43188333333333334
2
<0.1%
0
0.0%
4.649516666666667
2
<0.1%
0
0.0%
31.46425
2
<0.1%
0
0.0%
3.7236666666666665
2
<0.1%
0
0.0%
1.37845
2
<0.1%
0
0.0%
0.8537
2
<0.1%
0
0.0%
35.33153333333333
2
<0.1%
0
0.0%
15.811716666666667
2
<0.1%
0
0.0%
SMALLEST VALUES
0.0
240
0.5%
288
0.6%
0.0071333333333333335
1
<0.1%
0
0.0%
0.011766666666666667
1
<0.1%
0
0.0%
0.013516666666666666
1
<0.1%
0
0.0%
0.018466666666666666
1
<0.1%
0
0.0%
0.0191
1
<0.1%
0
0.0%
0.019533333333333333
1
<0.1%
0
0.0%
0.031466666666666664
1
<0.1%
0
0.0%
0.03665
1
<0.1%
0
0.0%
0.037
1
<0.1%
0
0.0%
0.039266666666666665
1
<0.1%
0
0.0%
0.0398
1
<0.1%
0
0.0%
0.04083333333333333
1
<0.1%
0
0.0%
0.042633333333333336
1
<0.1%
0
0.0%
0.0446
1
<0.1%
0
0.0%
LARGEST VALUES
969.5597666666666
1
<0.1%
0
0.0%
902.6277166666666
1
<0.1%
0
0.0%
698.9254833333333
1
<0.1%
0
0.0%
673.3630333333333
1
<0.1%
0
0.0%
628.7657166666667
1
<0.1%
0
0.0%
616.14725
1
<0.1%
0
0.0%
579.4904833333334
1
<0.1%
0
0.0%
567.5388166666667
1
<0.1%
0
0.0%
534.24525
1
<0.1%
0
0.0%
526.6736666666667
1
<0.1%
0
0.0%
521.88475
1
<0.1%
0
0.0%
521.19275
1
<0.1%
0
0.0%
500.1121
1
<0.1%
0
0.0%
460.3847333333333
1
<0.1%
0
0.0%
459.40528333333333
1
<0.1%
0
0.0%
number_of_devices_used
MISSING:
---
---
TOP CATEGORIES
days_active_first_28_days_after_registration
(avg)
1
49,376
99%
49,345
99%
7.4
2
369
<1%
350
<1%
12.8
0
240
<1%
288
<1%
1.4
3
14
<1%
16
<1%
13.7
4
1
<1%
1
<1%
28.0
ALL
50,000
100%
50,000
100%
7.4
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
number_of_devices_used
PROVIDES INFORMATION ON...
registration_channel_detailed
0.01
registration_device_type
0.00
registration_platform_specific
0.00
registration_store
0.00
avg_age_top_11_players
0.00
is_payer_lifetime
0.00
is_rewarded_video_watcher_lifetime
0.00

THESE FEATURES
GIVE INFORMATION
ON number_of_devices_used:
registration_channel_detailed
0.16
registration_platform_specific
0.03
registration_device_type
0.02
registration_store
0.02
avg_age_top_11_players
0.01
is_payer_lifetime
0.00
is_rewarded_video_watcher_lifetime
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
number_of_devices_used
CORRELATION RATIO WITH...
session_count
0.16
playtime
0.10
tokens_spent
0.08
avg_stars_top_3_players
0.08
tokens_bought
0.07
days_active_first_28_days_after_registration
0.07
money_stash
0.06
rests_spent
0.05
transaction_count_rewarded_video
0.05
total_match_watched_count
0.05
total_match_played_count
0.04
morale_spent
0.04
rests_stash
0.04
training_count
0.04
total_match_played_count
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_match_watched_count
0.70
playtime
0.45
session_count
0.30
rests_spent
0.26
avg_stars_top_3_players
0.25
tokens_spent
0.20
transaction_count_rewarded_video
0.18
training_count
0.15
days_active_first_28_days_after_registration
0.15
morale_spent
0.14
registration_season_day
-0.12
tokens_stash
-0.10
transaction_count_iap
0.08
rests_stash
-0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
is_rewarded_video_watcher_lifetime
0.05
number_of_devices_used
0.04
registration_store
0.04
registration_platform_specific
0.04
avg_age_top_11_players
0.03
is_payer_lifetime
0.02
registration_channel_detailed
0.01
registration_device_type
0.01
MOST FREQUENT VALUES
0
20,918
41.8%
17,831
35.7%
1
20,427
40.9%
18,137
36.3%
2
4,962
9.9%
6,499
13.0%
3
1,161
2.3%
2,264
4.5%
4
569
1.1%
1,070
2.1%
5
494
1.0%
570
1.1%
6
406
0.8%
350
0.7%
7
331
0.7%
299
0.6%
8
276
0.6%
206
0.4%
9
141
0.3%
185
0.4%
10
109
0.2%
249
0.5%
11
68
0.1%
421
0.8%
12
49
<0.1%
415
0.8%
13
22
<0.1%
256
0.5%
14
21
<0.1%
211
0.4%
SMALLEST VALUES
0
20,918
41.8%
17,831
35.7%
1
20,427
40.9%
18,137
36.3%
2
4,962
9.9%
6,499
13.0%
3
1,161
2.3%
2,264
4.5%
4
569
1.1%
1,070
2.1%
5
494
1.0%
570
1.1%
6
406
0.8%
350
0.7%
7
331
0.7%
299
0.6%
8
276
0.6%
206
0.4%
9
141
0.3%
185
0.4%
10
109
0.2%
249
0.5%
11
68
0.1%
421
0.8%
12
49
<0.1%
415
0.8%
13
22
<0.1%
256
0.5%
14
21
<0.1%
211
0.4%
LARGEST VALUES
29
1
<0.1%
23
<0.1%
28
1
<0.1%
31
<0.1%
27
1
<0.1%
30
<0.1%
26
1
<0.1%
41
<0.1%
25
1
<0.1%
29
<0.1%
24
3
<0.1%
32
<0.1%
21
5
<0.1%
50
0.1%
20
3
<0.1%
57
0.1%
19
5
<0.1%
61
0.1%
18
5
<0.1%
61
0.1%
17
3
<0.1%
88
0.2%
16
9
<0.1%
131
0.3%
15
8
<0.1%
142
0.3%
14
21
<0.1%
211
0.4%
13
22
<0.1%
256
0.5%
total_match_watched_count
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_match_played_count
0.70
playtime
0.57
session_count
0.36
rests_spent
0.29
avg_stars_top_3_players
0.26
days_active_first_28_days_after_registration
0.22
transaction_count_rewarded_video
0.21
tokens_spent
0.20
morale_spent
0.16
training_count
0.16
tokens_stash
-0.10
rests_stash
-0.09
transaction_count_iap
0.06
registration_season_day
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
is_rewarded_video_watcher_lifetime
0.08
avg_age_top_11_players
0.05
number_of_devices_used
0.05
registration_platform_specific
0.04
registration_store
0.04
registration_channel_detailed
0.03
registration_device_type
0.02
is_payer_lifetime
0.02
MOST FREQUENT VALUES
0
39,284
78.6%
36,114
72.2%
1
7,438
14.9%
9,460
18.9%
2
1,685
3.4%
2,668
5.3%
3
690
1.4%
912
1.8%
4
321
0.6%
362
0.7%
5
239
0.5%
178
0.4%
6
134
0.3%
102
0.2%
7
96
0.2%
63
0.1%
8
44
<0.1%
48
<0.1%
9
34
<0.1%
37
<0.1%
10
16
<0.1%
12
<0.1%
13
5
<0.1%
4
<0.1%
11
5
<0.1%
12
<0.1%
14
4
<0.1%
9
<0.1%
15
3
<0.1%
3
<0.1%
SMALLEST VALUES
0
39,284
78.6%
36,114
72.2%
1
7,438
14.9%
9,460
18.9%
2
1,685
3.4%
2,668
5.3%
3
690
1.4%
912
1.8%
4
321
0.6%
362
0.7%
5
239
0.5%
178
0.4%
6
134
0.3%
102
0.2%
7
96
0.2%
63
0.1%
8
44
<0.1%
48
<0.1%
9
34
<0.1%
37
<0.1%
10
16
<0.1%
12
<0.1%
11
5
<0.1%
12
<0.1%
13
5
<0.1%
4
<0.1%
14
4
<0.1%
9
<0.1%
15
3
<0.1%
3
<0.1%
LARGEST VALUES
19
1
<0.1%
0
0.0%
16
1
<0.1%
2
<0.1%
15
3
<0.1%
3
<0.1%
14
4
<0.1%
9
<0.1%
13
5
<0.1%
4
<0.1%
11
5
<0.1%
12
<0.1%
10
16
<0.1%
12
<0.1%
9
34
<0.1%
37
<0.1%
8
44
<0.1%
48
<0.1%
7
96
0.2%
63
0.1%
6
134
0.3%
102
0.2%
5
239
0.5%
178
0.4%
4
321
0.6%
362
0.7%
3
690
1.4%
912
1.8%
2
1,685
3.4%
2,668
5.3%
transaction_count_iap
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
tokens_bought
0.27
tokens_spent
0.25
avg_stars_top_3_players
0.15
transaction_count_iap_lifetime
0.13
playtime
0.12
rests_spent
0.11
total_match_played_count
0.08
days_active_first_28_days_after_registration
0.08
session_count
0.08
morale_spent
0.07
total_match_watched_count
0.06
transaction_count_rewarded_video
0.06
training_count
0.05
rests_stash
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
is_payer_lifetime
0.12
registration_platform_specific
0.05
registration_store
0.05
number_of_devices_used
0.03
avg_age_top_11_players
0.03
is_rewarded_video_watcher_lifetime
0.02
registration_channel_detailed
0.01
registration_device_type
0.01
MOST FREQUENT VALUES
0
49,445
98.9%
49,400
98.8%
1
331
0.7%
340
0.7%
2
119
0.2%
139
0.3%
3
50
0.1%
56
0.1%
4
25
<0.1%
28
<0.1%
5
13
<0.1%
16
<0.1%
6
7
<0.1%
11
<0.1%
8
4
<0.1%
2
<0.1%
9
2
<0.1%
1
<0.1%
7
2
<0.1%
6
<0.1%
15
2
<0.1%
0
0.0%
SMALLEST VALUES
0
49,445
98.9%
49,400
98.8%
1
331
0.7%
340
0.7%
2
119
0.2%
139
0.3%
3
50
0.1%
56
0.1%
4
25
<0.1%
28
<0.1%
5
13
<0.1%
16
<0.1%
6
7
<0.1%
11
<0.1%
7
2
<0.1%
6
<0.1%
8
4
<0.1%
2
<0.1%
9
2
<0.1%
1
<0.1%
15
2
<0.1%
0
0.0%
LARGEST VALUES
15
2
<0.1%
0
0.0%
9
2
<0.1%
1
<0.1%
8
4
<0.1%
2
<0.1%
7
2
<0.1%
6
<0.1%
6
7
<0.1%
11
<0.1%
5
13
<0.1%
16
<0.1%
4
25
<0.1%
28
<0.1%
3
50
0.1%
56
0.1%
2
119
0.2%
139
0.3%
1
331
0.7%
340
0.7%
0
49,445
98.9%
49,400
98.8%
transaction_count_rewarded_video
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
playtime
0.45
session_count
0.31
training_count
0.29
days_active_first_28_days_after_registration
0.25
avg_stars_top_3_players
0.23
rests_spent
0.21
total_match_watched_count
0.21
total_match_played_count
0.18
morale_spent
0.13
tokens_spent
0.13
days_active_lifetime
0.12
transaction_count_iap
0.06
transaction_count_iap_lifetime
0.06
money_stash
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
is_rewarded_video_watcher_lifetime
0.16
is_payer_lifetime
0.09
avg_age_top_11_players
0.07
registration_platform_specific
0.07
registration_store
0.07
registration_device_type
0.06
number_of_devices_used
0.05
registration_channel_detailed
0.04
MOST FREQUENT VALUES
0
34,493
69.0%
35,675
71.3%
1
5,215
10.4%
5,016
10.0%
2
2,754
5.5%
2,413
4.8%
3
1,694
3.4%
1,610
3.2%
4
1,682
3.4%
1,572
3.1%
5
1,252
2.5%
1,094
2.2%
6
743
1.5%
689
1.4%
7
405
0.8%
404
0.8%
8
297
0.6%
260
0.5%
9
205
0.4%
180
0.4%
10
141
0.3%
131
0.3%
11
109
0.2%
103
0.2%
12
85
0.2%
60
0.1%
14
66
0.1%
38
<0.1%
13
64
0.1%
55
0.1%
SMALLEST VALUES
0
34,493
69.0%
35,675
71.3%
1
5,215
10.4%
5,016
10.0%
2
2,754
5.5%
2,413
4.8%
3
1,694
3.4%
1,610
3.2%
4
1,682
3.4%
1,572
3.1%
5
1,252
2.5%
1,094
2.2%
6
743
1.5%
689
1.4%
7
405
0.8%
404
0.8%
8
297
0.6%
260
0.5%
9
205
0.4%
180
0.4%
10
141
0.3%
131
0.3%
11
109
0.2%
103
0.2%
12
85
0.2%
60
0.1%
13
64
0.1%
55
0.1%
14
66
0.1%
38
<0.1%
LARGEST VALUES
58
2
<0.1%
1
<0.1%
57
1
<0.1%
2
<0.1%
56
3
<0.1%
1
<0.1%
55
4
<0.1%
2
<0.1%
54
3
<0.1%
2
<0.1%
53
4
<0.1%
3
<0.1%
52
11
<0.1%
10
<0.1%
51
7
<0.1%
6
<0.1%
50
6
<0.1%
3
<0.1%
49
11
<0.1%
17
<0.1%
48
12
<0.1%
19
<0.1%
47
27
<0.1%
23
<0.1%
46
33
<0.1%
25
<0.1%
45
18
<0.1%
14
<0.1%
44
19
<0.1%
19
<0.1%
tokens_spent
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
tokens_bought
0.65
avg_stars_top_3_players
0.37
playtime
0.36
rests_spent
0.30
transaction_count_iap
0.25
session_count
0.24
total_match_watched_count
0.20
total_match_played_count
0.20
days_active_first_28_days_after_registration
0.18
morale_spent
0.18
tokens_stash
-0.15
training_count
0.15
transaction_count_rewarded_video
0.13
transaction_count_iap_lifetime
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
number_of_devices_used
0.08
avg_age_top_11_players
0.06
is_payer_lifetime
0.05
is_rewarded_video_watcher_lifetime
0.03
registration_channel_detailed
0.02
registration_platform_specific
0.02
registration_store
0.01
registration_device_type
0.01
MOST FREQUENT VALUES
0
20,335
40.7%
21,343
42.7%
5
1,065
2.1%
1,041
2.1%
2
582
1.2%
608
1.2%
1
510
1.0%
509
1.0%
20
493
1.0%
460
0.9%
80
471
0.9%
393
0.8%
10
454
0.9%
456
0.9%
6
421
0.8%
390
0.8%
50
415
0.8%
429
0.9%
83
413
0.8%
370
0.7%
79
410
0.8%
404
0.8%
78
398
0.8%
403
0.8%
8
387
0.8%
351
0.7%
25
386
0.8%
398
0.8%
3
382
0.8%
377
0.8%
SMALLEST VALUES
0
20,335
40.7%
21,343
42.7%
1
510
1.0%
509
1.0%
2
582
1.2%
608
1.2%
3
382
0.8%
377
0.8%
4
369
0.7%
361
0.7%
5
1,065
2.1%
1,041
2.1%
6
421
0.8%
390
0.8%
7
365
0.7%
357
0.7%
8
387
0.8%
351
0.7%
9
338
0.7%
307
0.6%
10
454
0.9%
456
0.9%
11
343
0.7%
293
0.6%
12
326
0.7%
310
0.6%
13
305
0.6%
247
0.5%
14
249
0.5%
252
0.5%
LARGEST VALUES
9182
1
<0.1%
0
0.0%
1842
1
<0.1%
0
0.0%
1486
1
<0.1%
0
0.0%
1469
1
<0.1%
0
0.0%
1463
1
<0.1%
0
0.0%
1359
1
<0.1%
0
0.0%
1269
1
<0.1%
0
0.0%
1220
1
<0.1%
0
0.0%
1149
1
<0.1%
0
0.0%
1119
1
<0.1%
0
0.0%
1107
1
<0.1%
0
0.0%
988
1
<0.1%
1
<0.1%
980
1
<0.1%
0
0.0%
931
1
<0.1%
0
0.0%
930
1
<0.1%
0
0.0%
tokens_stash
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
rests_stash
0.36
money_stash
0.23
rests_spent
-0.16
tokens_spent
-0.15
playtime
-0.14
avg_stars_top_3_players
-0.11
total_match_watched_count
-0.10
total_match_played_count
-0.10
morale_spent
-0.09
tokens_bought
0.09
session_count
-0.07
days_active_lifetime
0.07
training_count
-0.06
days_active_first_28_days_after_registration
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
registration_channel_detailed
0.06
registration_platform_specific
0.05
registration_store
0.05
is_rewarded_video_watcher_lifetime
0.03
avg_age_top_11_players
0.02
registration_device_type
0.02
is_payer_lifetime
0.01
number_of_devices_used
0.01
MOST FREQUENT VALUES
1
984
2.0%
845
1.7%
0
965
1.9%
997
2.0%
84
778
1.6%
755
1.5%
2
771
1.5%
790
1.6%
3
767
1.5%
731
1.5%
83
763
1.5%
735
1.5%
81
759
1.5%
763
1.5%
85
745
1.5%
748
1.5%
80
728
1.5%
714
1.4%
87
723
1.4%
789
1.6%
82
722
1.4%
722
1.4%
86
692
1.4%
693
1.4%
4
680
1.4%
652
1.3%
113
624
1.2%
766
1.5%
88
603
1.2%
605
1.2%
SMALLEST VALUES
0
965
1.9%
997
2.0%
1
984
2.0%
845
1.7%
2
771
1.5%
790
1.6%
3
767
1.5%
731
1.5%
4
680
1.4%
652
1.3%
5
593
1.2%
567
1.1%
6
555
1.1%
485
1.0%
7
489
1.0%
514
1.0%
8
487
1.0%
506
1.0%
9
473
0.9%
430
0.9%
10
451
0.9%
423
0.8%
11
374
0.7%
414
0.8%
12
365
0.7%
354
0.7%
13
358
0.7%
380
0.8%
14
328
0.7%
324
0.6%
LARGEST VALUES
8261
1
<0.1%
0
0.0%
6755
1
<0.1%
0
0.0%
6025
1
<0.1%
0
0.0%
5262
1
<0.1%
0
0.0%
4142
1
<0.1%
0
0.0%
3278
1
<0.1%
0
0.0%
3060
1
<0.1%
0
0.0%
3010
1
<0.1%
0
0.0%
2958
1
<0.1%
0
0.0%
2543
1
<0.1%
0
0.0%
2477
1
<0.1%
0
0.0%
2469
1
<0.1%
0
0.0%
2424
1
<0.1%
0
0.0%
2348
1
<0.1%
0
0.0%
2201
1
<0.1%
0
0.0%
tokens_bought
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
tokens_spent
0.65
transaction_count_iap
0.27
tokens_stash
0.09
transaction_count_iap_lifetime
0.06
session_count
0.05
playtime
0.05
avg_stars_top_3_players
0.04
days_active_first_28_days_after_registration
0.02
rests_spent
0.02
total_match_played_count
0.01
transaction_count_rewarded_video
0.01
morale_spent
0.01
training_count
0.01
total_match_watched_count
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
number_of_devices_used
0.07
is_payer_lifetime
0.03
registration_platform_specific
0.01
registration_store
0.01
avg_age_top_11_players
0.01
is_rewarded_video_watcher_lifetime
0.01
registration_channel_detailed
0.00
registration_device_type
0.00
MOST FREQUENT VALUES
0
49,700
99.4%
49,721
99.4%
20
145
0.3%
134
0.3%
14
21
<0.1%
24
<0.1%
80
21
<0.1%
22
<0.1%
37
15
<0.1%
15
<0.1%
176
14
<0.1%
9
<0.1%
34
10
<0.1%
7
<0.1%
100
7
<0.1%
5
<0.1%
196
5
<0.1%
1
<0.1%
28
4
<0.1%
6
<0.1%
500
4
<0.1%
4
<0.1%
48
3
<0.1%
0
0.0%
213
3
<0.1%
1
<0.1%
352
3
<0.1%
3
<0.1%
57
3
<0.1%
8
<0.1%
SMALLEST VALUES
0
49,700
99.4%
49,721
99.4%
14
21
<0.1%
24
<0.1%
20
145
0.3%
134
0.3%
25
1
<0.1%
0
0.0%
28
4
<0.1%
6
<0.1%
34
10
<0.1%
7
<0.1%
37
15
<0.1%
15
<0.1%
45
1
<0.1%
0
0.0%
48
3
<0.1%
0
0.0%
51
1
<0.1%
1
<0.1%
57
3
<0.1%
8
<0.1%
71
1
<0.1%
0
0.0%
74
1
<0.1%
0
0.0%
75
1
<0.1%
0
0.0%
80
21
<0.1%
22
<0.1%
LARGEST VALUES
9000
1
<0.1%
0
0.0%
3020
1
<0.1%
0
0.0%
1307
1
<0.1%
0
0.0%
1211
1
<0.1%
0
0.0%
1051
1
<0.1%
0
0.0%
1031
1
<0.1%
1
<0.1%
852
2
<0.1%
1
<0.1%
617
1
<0.1%
0
0.0%
537
1
<0.1%
0
0.0%
534
1
<0.1%
0
0.0%
500
4
<0.1%
4
<0.1%
496
1
<0.1%
0
0.0%
430
1
<0.1%
0
0.0%
386
1
<0.1%
0
0.0%
352
3
<0.1%
3
<0.1%
rests_stash
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
money_stash
0.62
tokens_stash
0.36
rests_spent
-0.19
days_active_lifetime
0.17
morale_spent
-0.10
playtime
-0.10
total_match_watched_count
-0.09
total_match_played_count
-0.08
training_count
-0.07
days_active_first_28_days_after_registration
0.07
tokens_spent
-0.06
session_count
-0.05
avg_stars_top_3_players
0.03
transaction_count_iap_lifetime
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
registration_channel_detailed
0.14
registration_platform_specific
0.12
registration_store
0.11
registration_device_type
0.05
is_rewarded_video_watcher_lifetime
0.04
number_of_devices_used
0.04
is_payer_lifetime
0.04
avg_age_top_11_players
0.01
MOST FREQUENT VALUES
1030
589
1.2%
523
1.0%
145
412
0.8%
450
0.9%
149
380
0.8%
367
0.7%
147
374
0.7%
421
0.8%
146
373
0.7%
427
0.9%
148
364
0.7%
370
0.7%
143
358
0.7%
385
0.8%
141
354
0.7%
397
0.8%
150
353
0.7%
418
0.8%
153
349
0.7%
357
0.7%
152
342
0.7%
378
0.8%
154
333
0.7%
378
0.8%
144
326
0.7%
363
0.7%
151
315
0.6%
401
0.8%
140
308
0.6%
322
0.6%
SMALLEST VALUES
0
169
0.3%
169
0.3%
1
71
0.1%
42
<0.1%
2
52
0.1%
49
<0.1%
3
49
<0.1%
57
0.1%
4
46
<0.1%
52
0.1%
5
41
<0.1%
46
<0.1%
6
52
0.1%
34
<0.1%
7
37
<0.1%
45
<0.1%
8
35
<0.1%
36
<0.1%
9
25
<0.1%
24
<0.1%
10
33
<0.1%
32
<0.1%
11
32
<0.1%
27
<0.1%
12
22
<0.1%
40
<0.1%
13
22
<0.1%
28
<0.1%
14
35
<0.1%
30
<0.1%
LARGEST VALUES
1438
1
<0.1%
0
0.0%
1163
1
<0.1%
0
0.0%
1124
1
<0.1%
0
0.0%
1099
1
<0.1%
0
0.0%
1085
1
<0.1%
0
0.0%
1084
1
<0.1%
0
0.0%
1072
1
<0.1%
0
0.0%
1071
1
<0.1%
1
<0.1%
1068
1
<0.1%
0
0.0%
1067
1
<0.1%
1
<0.1%
1064
1
<0.1%
1
<0.1%
1063
2
<0.1%
0
0.0%
1062
4
<0.1%
1
<0.1%
1061
3
<0.1%
0
0.0%
1060
5
<0.1%
3
<0.1%
rests_spent
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
morale_spent
0.59
playtime
0.44
training_count
0.42
avg_stars_top_3_players
0.32
tokens_spent
0.30
total_match_watched_count
0.29
session_count
0.27
total_match_played_count
0.26
transaction_count_rewarded_video
0.21
days_active_first_28_days_after_registration
0.20
rests_stash
-0.19
tokens_stash
-0.16
transaction_count_iap
0.11
transaction_count_iap_lifetime
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
is_rewarded_video_watcher_lifetime
0.08
avg_age_top_11_players
0.07
is_payer_lifetime
0.05
number_of_devices_used
0.05
registration_channel_detailed
0.04
registration_platform_specific
0.04
registration_device_type
0.03
registration_store
0.02
MOST FREQUENT VALUES
0
31,205
62.4%
31,890
63.8%
22
801
1.6%
794
1.6%
1
561
1.1%
596
1.2%
11
452
0.9%
437
0.9%
2
448
0.9%
455
0.9%
12
292
0.6%
282
0.6%
157
288
0.6%
214
0.4%
18
277
0.6%
275
0.6%
24
256
0.5%
251
0.5%
23
250
0.5%
256
0.5%
33
249
0.5%
261
0.5%
8
247
0.5%
209
0.4%
4
238
0.5%
221
0.4%
13
234
0.5%
209
0.4%
15
227
0.5%
192
0.4%
SMALLEST VALUES
0
31,205
62.4%
31,890
63.8%
1
561
1.1%
596
1.2%
2
448
0.9%
455
0.9%
3
224
0.4%
186
0.4%
4
238
0.5%
221
0.4%
5
131
0.3%
141
0.3%
6
162
0.3%
178
0.4%
7
115
0.2%
134
0.3%
8
247
0.5%
209
0.4%
9
157
0.3%
135
0.3%
10
197
0.4%
192
0.4%
11
452
0.9%
437
0.9%
12
292
0.6%
282
0.6%
13
234
0.5%
209
0.4%
14
195
0.4%
186
0.4%
LARGEST VALUES
959
1
<0.1%
0
0.0%
948
1
<0.1%
0
0.0%
815
1
<0.1%
0
0.0%
805
1
<0.1%
0
0.0%
799
1
<0.1%
0
0.0%
798
1
<0.1%
0
0.0%
737
1
<0.1%
0
0.0%
707
1
<0.1%
0
0.0%
644
1
<0.1%
0
0.0%
636
1
<0.1%
0
0.0%
627
1
<0.1%
1
<0.1%
624
1
<0.1%
0
0.0%
611
1
<0.1%
0
0.0%
602
1
<0.1%
0
0.0%
596
1
<0.1%
0
0.0%
morale_spent
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
rests_spent
0.59
playtime
0.25
avg_stars_top_3_players
0.22
tokens_spent
0.18
session_count
0.17
total_match_watched_count
0.16
days_active_first_28_days_after_registration
0.15
total_match_played_count
0.14
transaction_count_rewarded_video
0.13
training_count
0.11
rests_stash
-0.10
tokens_stash
-0.09
registration_season_day
0.09
transaction_count_iap
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
is_rewarded_video_watcher_lifetime
0.08
is_payer_lifetime
0.06
avg_age_top_11_players
0.05
number_of_devices_used
0.04
registration_channel_detailed
0.03
registration_platform_specific
0.02
registration_device_type
0.02
registration_store
0.01
MOST FREQUENT VALUES
0
33,901
67.8%
34,892
69.8%
10
1,799
3.6%
1,633
3.3%
9
1,766
3.5%
1,545
3.1%
8
1,563
3.1%
1,427
2.9%
7
1,165
2.3%
1,097
2.2%
11
1,015
2.0%
994
2.0%
6
1,001
2.0%
909
1.8%
5
688
1.4%
684
1.4%
1
647
1.3%
687
1.4%
4
555
1.1%
548
1.1%
3
472
0.9%
521
1.0%
12
456
0.9%
411
0.8%
2
430
0.9%
399
0.8%
14
352
0.7%
381
0.8%
29
352
0.7%
296
0.6%
SMALLEST VALUES
0
33,901
67.8%
34,892
69.8%
1
647
1.3%
687
1.4%
2
430
0.9%
399
0.8%
3
472
0.9%
521
1.0%
4
555
1.1%
548
1.1%
5
688
1.4%
684
1.4%
6
1,001
2.0%
909
1.8%
7
1,165
2.3%
1,097
2.2%
8
1,563
3.1%
1,427
2.9%
9
1,766
3.5%
1,545
3.1%
10
1,799
3.6%
1,633
3.3%
11
1,015
2.0%
994
2.0%
12
456
0.9%
411
0.8%
13
274
0.5%
255
0.5%
14
352
0.7%
381
0.8%
LARGEST VALUES
361
1
<0.1%
1
<0.1%
292
1
<0.1%
0
0.0%
276
1
<0.1%
0
0.0%
256
1
<0.1%
0
0.0%
245
1
<0.1%
0
0.0%
240
1
<0.1%
0
0.0%
216
4
<0.1%
2
<0.1%
211
1
<0.1%
0
0.0%
201
2
<0.1%
0
0.0%
200
1
<0.1%
1
<0.1%
193
2
<0.1%
0
0.0%
192
2
<0.1%
0
0.0%
191
2
<0.1%
1
<0.1%
190
1
<0.1%
1
<0.1%
189
1
<0.1%
0
0.0%
money_stash
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
rests_stash
0.62
days_active_lifetime
0.33
tokens_stash
0.23
avg_stars_top_3_players
0.16
days_active_first_28_days_after_registration
0.16
transaction_count_iap_lifetime
0.10
morale_spent
0.07
tokens_spent
-0.06
transaction_count_rewarded_video
0.05
playtime
-0.04
total_match_watched_count
-0.03
rests_spent
0.03
total_match_played_count
-0.03
session_count
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
is_rewarded_video_watcher_lifetime
0.19
registration_channel_detailed
0.16
is_payer_lifetime
0.16
registration_platform_specific
0.14
registration_store
0.12
registration_device_type
0.07
number_of_devices_used
0.06
avg_age_top_11_players
0.03
MOST FREQUENT VALUES
0
27
<0.1%
38
<0.1%
20978179
8
<0.1%
1
<0.1%
20976822
8
<0.1%
4
<0.1%
79859286
8
<0.1%
1
<0.1%
20977822
7
<0.1%
5
<0.1%
20978215
7
<0.1%
5
<0.1%
20977750
6
<0.1%
7
<0.1%
79853929
6
<0.1%
4
<0.1%
20978322
6
<0.1%
3
<0.1%
20976715
6
<0.1%
7
<0.1%
20978108
6
<0.1%
6
<0.1%
20975250
5
<0.1%
3
<0.1%
21032442
5
<0.1%
2
<0.1%
20979108
5
<0.1%
5
<0.1%
20973500
5
<0.1%
2
<0.1%
SMALLEST VALUES
0
27
<0.1%
38
<0.1%
310863
1
<0.1%
0
0.0%
395577
1
<0.1%
0
0.0%
404640
1
<0.1%
0
0.0%
504408
1
<0.1%
0
0.0%
961300
1
<0.1%
0
0.0%
1959513
1
<0.1%
0
0.0%
2009832
1
<0.1%
0
0.0%
2366943
1
<0.1%
0
0.0%
2430790
1
<0.1%
0
0.0%
2638985
1
<0.1%
0
0.0%
3302129
1
<0.1%
0
0.0%
3390918
1
<0.1%
0
0.0%
3766787
1
<0.1%
0
0.0%
4337781
1
<0.1%
0
0.0%
LARGEST VALUES
2224925880
1
<0.1%
0
0.0%
2036765301
1
<0.1%
0
0.0%
1962456165
1
<0.1%
0
0.0%
1885093571
1
<0.1%
0
0.0%
1870749447
1
<0.1%
0
0.0%
1861381209
1
<0.1%
0
0.0%
1788311600
1
<0.1%
0
0.0%
1779771811
1
<0.1%
0
0.0%
1778082967
1
<0.1%
0
0.0%
1778008043
1
<0.1%
0
0.0%
1773133755
1
<0.1%
0
0.0%
1768725458
1
<0.1%
0
0.0%
1761592472
1
<0.1%
0
0.0%
1740879923
1
<0.1%
0
0.0%
1736515242
1
<0.1%
0
0.0%
avg_stars_top_3_players
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
playtime
0.43
tokens_spent
0.37
days_active_first_28_days_after_registration
0.34
rests_spent
0.32
session_count
0.29
total_match_watched_count
0.26
total_match_played_count
0.25
transaction_count_rewarded_video
0.23
morale_spent
0.22
training_count
0.19
days_active_lifetime
0.17
money_stash
0.16
transaction_count_iap
0.15
transaction_count_iap_lifetime
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
is_rewarded_video_watcher_lifetime
0.22
is_payer_lifetime
0.18
avg_age_top_11_players
0.17
registration_platform_specific
0.09
number_of_devices_used
0.08
registration_device_type
0.07
registration_channel_detailed
0.06
registration_store
0.06
MOST FREQUENT VALUES
5.870933363172743
3
<0.1%
0
0.0%
5.886266615125867
3
<0.1%
0
0.0%
5.843822174072265
3
<0.1%
0
0.0%
5.442977786593967
3
<0.1%
0
0.0%
6.202800021701389
3
<0.1%
0
0.0%
6.007777777777778
3
<0.1%
1
<0.1%
5.760444471571181
3
<0.1%
0
0.0%
5.402844373914931
3
<0.1%
0
0.0%
5.3937333170572925
3
<0.1%
0
0.0%
5.597466634114583
3
<0.1%
0
0.0%
6.146399976942274
3
<0.1%
0
0.0%
5.676488935682509
3
<0.1%
1
<0.1%
5.7736888800727
3
<0.1%
0
0.0%
5.897644432915581
3
<0.1%
0
0.0%
5.5960889010959205
3
<0.1%
0
0.0%
SMALLEST VALUES
0.0
3
<0.1%
1
<0.1%
3.3214666493733724
1
<0.1%
0
0.0%
3.384711108737521
1
<0.1%
0
0.0%
3.4182666609022347
1
<0.1%
0
0.0%
3.451333363850912
1
<0.1%
0
0.0%
3.4956444803873694
1
<0.1%
0
0.0%
3.519422183566624
1
<0.1%
0
0.0%
3.795066680908203
1
<0.1%
0
0.0%
3.808800048828125
1
<0.1%
0
0.0%
3.875155504014758
1
<0.1%
0
0.0%
3.882888921101888
1
<0.1%
0
0.0%
3.9277333831787113
1
<0.1%
0
0.0%
3.9284888670179576
1
<0.1%
0
0.0%
3.951377800835504
1
<0.1%
0
0.0%
3.955466579861111
1
<0.1%
0
0.0%
LARGEST VALUES
8.214577704535591
1
<0.1%
0
0.0%
7.946933271620009
1
<0.1%
0
0.0%
7.922222154405382
1
<0.1%
0
0.0%
7.912444593641493
1
<0.1%
0
0.0%
7.904933336046008
1
<0.1%
0
0.0%
7.894044477674697
1
<0.1%
0
0.0%
7.709066569010417
1
<0.1%
0
0.0%
7.699466824001735
1
<0.1%
0
0.0%
7.689733344184027
1
<0.1%
0
0.0%
7.653111131456163
1
<0.1%
0
0.0%
7.619199896918402
1
<0.1%
0
0.0%
7.595377841525607
1
<0.1%
0
0.0%
7.589866604275173
1
<0.1%
0
0.0%
7.585110948350693
1
<0.1%
0
0.0%
7.584000006781685
1
<0.1%
0
0.0%
avg_age_top_11_players
MISSING:
---
---
TOP CATEGORIES
days_active_first_28_days_after_registration
(avg)
23.0
17,554
35%
17,503
35%
7.38
22.0
16,209
32%
16,096
32%
7.99
24.0
8,623
17%
8,714
17%
6.51
21.0
4,657
9%
4,527
9%
8.58
25.0
2,282
5%
2,460
5%
5.52
26.0
434
<1%
446
<1%
5.36
20.0
194
<1%
195
<1%
9.89
27.0
41
<1%
55
<1%
6.56
22.771246274776487
3
<1%
0
0%
0.33
28.0
3
<1%
3
<1%
5.00
22.789435788715775
0
0%
1
<1%
ALL
50,000
100%
50,000
100%
7.44
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
avg_age_top_11_players
PROVIDES INFORMATION ON...
number_of_devices_used
0.01
is_rewarded_video_watcher_lifetime
0.00
registration_device_type
0.00
registration_platform_specific
0.00
registration_store
0.00
is_payer_lifetime
0.00
registration_channel_detailed
0.00

THESE FEATURES
GIVE INFORMATION
ON avg_age_top_11_players:
number_of_devices_used
0.00
is_rewarded_video_watcher_lifetime
0.00
registration_platform_specific
0.00
registration_store
0.00
registration_channel_detailed
0.00
registration_device_type
0.00
is_payer_lifetime
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
avg_age_top_11_players
CORRELATION RATIO WITH...
avg_stars_top_3_players
0.17
playtime
0.10
days_active_first_28_days_after_registration
0.08
training_count
0.08
transaction_count_rewarded_video
0.07
rests_spent
0.07
session_count
0.07
tokens_spent
0.06
transaction_count_iap_lifetime
0.06
total_match_watched_count
0.05
morale_spent
0.05
days_active_lifetime
0.04
total_match_played_count
0.03
money_stash
0.03
training_count
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
rests_spent
0.42
playtime
0.35
transaction_count_rewarded_video
0.29
session_count
0.22
avg_stars_top_3_players
0.19
total_match_watched_count
0.16
tokens_spent
0.15
total_match_played_count
0.15
days_active_first_28_days_after_registration
0.14
morale_spent
0.11
rests_stash
-0.07
tokens_stash
-0.06
transaction_count_iap
0.05
days_active_lifetime
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
avg_age_top_11_players
0.08
is_rewarded_video_watcher_lifetime
0.06
registration_platform_specific
0.04
number_of_devices_used
0.04
registration_store
0.03
registration_channel_detailed
0.03
registration_device_type
0.02
is_payer_lifetime
0.02
MOST FREQUENT VALUES
0
18,588
37.2%
19,418
38.8%
1
8,657
17.3%
8,940
17.9%
2
5,406
10.8%
5,200
10.4%
3
4,130
8.3%
3,866
7.7%
4
3,211
6.4%
2,984
6.0%
5
2,307
4.6%
2,047
4.1%
6
1,612
3.2%
1,674
3.3%
7
1,269
2.5%
1,255
2.5%
8
961
1.9%
955
1.9%
9
754
1.5%
700
1.4%
10
556
1.1%
536
1.1%
11
444
0.9%
405
0.8%
12
342
0.7%
345
0.7%
13
273
0.5%
266
0.5%
14
206
0.4%
207
0.4%
SMALLEST VALUES
0
18,588
37.2%
19,418
38.8%
1
8,657
17.3%
8,940
17.9%
2
5,406
10.8%
5,200
10.4%
3
4,130
8.3%
3,866
7.7%
4
3,211
6.4%
2,984
6.0%
5
2,307
4.6%
2,047
4.1%
6
1,612
3.2%
1,674
3.3%
7
1,269
2.5%
1,255
2.5%
8
961
1.9%
955
1.9%
9
754
1.5%
700
1.4%
10
556
1.1%
536
1.1%
11
444
0.9%
405
0.8%
12
342
0.7%
345
0.7%
13
273
0.5%
266
0.5%
14
206
0.4%
207
0.4%
LARGEST VALUES
516
1
<0.1%
0
0.0%
463
1
<0.1%
0
0.0%
447
1
<0.1%
0
0.0%
424
1
<0.1%
0
0.0%
389
1
<0.1%
0
0.0%
383
1
<0.1%
0
0.0%
369
1
<0.1%
0
0.0%
367
1
<0.1%
0
0.0%
344
1
<0.1%
0
0.0%
336
1
<0.1%
0
0.0%
308
1
<0.1%
0
0.0%
291
1
<0.1%
0
0.0%
288
1
<0.1%
1
<0.1%
286
1
<0.1%
0
0.0%
282
1
<0.1%
0
0.0%
is_payer_lifetime
MISSING:
---
---
TOP CATEGORIES
days_active_first_28_days_after_registration
(avg)
0
43,825
88%
43,885
88%
7.1
1
6,175
12%
6,115
12%
10.1
ALL
50,000
100%
50,000
100%
7.4
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
is_payer_lifetime
PROVIDES INFORMATION ON...
is_rewarded_video_watcher_lifetime
0.06
registration_platform_specific
0.00
registration_store
0.00
registration_device_type
0.00
number_of_devices_used
0.00
registration_channel_detailed
0.00
avg_age_top_11_players
0.00

THESE FEATURES
GIVE INFORMATION
ON is_payer_lifetime:
is_rewarded_video_watcher_lifetime
0.10
registration_platform_specific
0.01
registration_store
0.01
registration_device_type
0.00
registration_channel_detailed
0.00
avg_age_top_11_players
0.00
number_of_devices_used
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
is_payer_lifetime
CORRELATION RATIO WITH...
transaction_count_iap_lifetime
0.42
days_active_lifetime
0.33
avg_stars_top_3_players
0.18
money_stash
0.16
transaction_count_iap
0.12
days_active_first_28_days_after_registration
0.10
transaction_count_rewarded_video
0.09
morale_spent
0.06
tokens_spent
0.05
rests_spent
0.05
playtime
0.05
rests_stash
0.04
tokens_bought
0.03
training_count
0.02
days_active_lifetime
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
money_stash
0.33
transaction_count_iap_lifetime
0.29
days_active_first_28_days_after_registration
0.23
rests_stash
0.17
avg_stars_top_3_players
0.17
transaction_count_rewarded_video
0.12
playtime
0.08
tokens_stash
0.07
session_count
0.06
total_match_watched_count
0.04
morale_spent
0.04
total_match_played_count
0.03
training_count
0.03
rests_spent
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
is_rewarded_video_watcher_lifetime
0.38
is_payer_lifetime
0.33
registration_channel_detailed
0.09
registration_platform_specific
0.06
registration_device_type
0.06
avg_age_top_11_players
0.04
registration_store
0.04
number_of_devices_used
0.03
MOST FREQUENT VALUES
2
3,821
7.6%
4,070
8.1%
1
3,492
7.0%
3,516
7.0%
3
3,045
6.1%
3,278
6.6%
4
2,396
4.8%
2,507
5.0%
5
1,898
3.8%
2,111
4.2%
6
1,510
3.0%
1,679
3.4%
7
1,313
2.6%
1,431
2.9%
8
1,211
2.4%
1,167
2.3%
9
987
2.0%
1,004
2.0%
10
975
1.9%
938
1.9%
11
843
1.7%
861
1.7%
12
774
1.5%
787
1.6%
13
739
1.5%
756
1.5%
15
680
1.4%
611
1.2%
14
679
1.4%
646
1.3%
SMALLEST VALUES
1
3,492
7.0%
3,516
7.0%
2
3,821
7.6%
4,070
8.1%
3
3,045
6.1%
3,278
6.6%
4
2,396
4.8%
2,507
5.0%
5
1,898
3.8%
2,111
4.2%
6
1,510
3.0%
1,679
3.4%
7
1,313
2.6%
1,431
2.9%
8
1,211
2.4%
1,167
2.3%
9
987
2.0%
1,004
2.0%
10
975
1.9%
938
1.9%
11
843
1.7%
861
1.7%
12
774
1.5%
787
1.6%
13
739
1.5%
756
1.5%
14
679
1.4%
646
1.3%
15
680
1.4%
611
1.2%
LARGEST VALUES
650
1
<0.1%
0
0.0%
626
1
<0.1%
0
0.0%
615
1
<0.1%
0
0.0%
611
1
<0.1%
0
0.0%
605
1
<0.1%
0
0.0%
604
1
<0.1%
0
0.0%
590
1
<0.1%
0
0.0%
586
1
<0.1%
0
0.0%
585
1
<0.1%
0
0.0%
580
1
<0.1%
0
0.0%
579
1
<0.1%
1
<0.1%
575
2
<0.1%
1
<0.1%
574
1
<0.1%
0
0.0%
573
1
<0.1%
1
<0.1%
569
1
<0.1%
0
0.0%
transaction_count_iap_lifetime
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
days_active_lifetime
0.29
avg_stars_top_3_players
0.15
transaction_count_iap
0.13
money_stash
0.10
tokens_spent
0.08
tokens_bought
0.06
transaction_count_rewarded_video
0.06
days_active_first_28_days_after_registration
0.05
rests_spent
0.04
morale_spent
0.04
playtime
0.03
tokens_stash
0.03
total_match_played_count
0.02
user_id
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
is_payer_lifetime
0.42
is_rewarded_video_watcher_lifetime
0.11
avg_age_top_11_players
0.06
registration_channel_detailed
0.04
registration_platform_specific
0.04
registration_store
0.04
number_of_devices_used
0.01
registration_device_type
0.01
MOST FREQUENT VALUES
0
43,825
87.7%
43,885
87.8%
1
1,828
3.7%
1,865
3.7%
2
885
1.8%
890
1.8%
3
608
1.2%
604
1.2%
4
408
0.8%
406
0.8%
5
332
0.7%
311
0.6%
6
246
0.5%
251
0.5%
7
180
0.4%
191
0.4%
8
171
0.3%
149
0.3%
9
144
0.3%
139
0.3%
10
127
0.3%
112
0.2%
12
107
0.2%
95
0.2%
11
106
0.2%
92
0.2%
13
79
0.2%
85
0.2%
14
59
0.1%
56
0.1%
SMALLEST VALUES
0
43,825
87.7%
43,885
87.8%
1
1,828
3.7%
1,865
3.7%
2
885
1.8%
890
1.8%
3
608
1.2%
604
1.2%
4
408
0.8%
406
0.8%
5
332
0.7%
311
0.6%
6
246
0.5%
251
0.5%
7
180
0.4%
191
0.4%
8
171
0.3%
149
0.3%
9
144
0.3%
139
0.3%
10
127
0.3%
112
0.2%
11
106
0.2%
92
0.2%
12
107
0.2%
95
0.2%
13
79
0.2%
85
0.2%
14
59
0.1%
56
0.1%
LARGEST VALUES
335
1
<0.1%
0
0.0%
323
1
<0.1%
0
0.0%
225
1
<0.1%
0
0.0%
218
1
<0.1%
0
0.0%
206
1
<0.1%
0
0.0%
204
1
<0.1%
0
0.0%
199
1
<0.1%
0
0.0%
197
1
<0.1%
0
0.0%
196
1
<0.1%
0
0.0%
179
1
<0.1%
0
0.0%
177
2
<0.1%
0
0.0%
172
1
<0.1%
2
<0.1%
147
2
<0.1%
0
0.0%
145
1
<0.1%
0
0.0%
144
1
<0.1%
0
0.0%
is_rewarded_video_watcher_lifetime
MISSING:
---
---
TOP CATEGORIES
days_active_first_28_days_after_registration
(avg)
1
31,622
63%
30,570
61%
9.01
0
18,378
37%
19,430
39%
4.76
ALL
50,000
100%
50,000
100%
7.44
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
is_rewarded_video_watcher_lifetime
PROVIDES INFORMATION ON...
is_payer_lifetime
0.10
registration_device_type
0.02
registration_store
0.01
registration_platform_specific
0.01
number_of_devices_used
0.00
registration_channel_detailed
0.00
avg_age_top_11_players
0.00

THESE FEATURES
GIVE INFORMATION
ON is_rewarded_video_watcher_lifetime:
is_payer_lifetime
0.06
registration_store
0.02
registration_platform_specific
0.02
registration_device_type
0.01
avg_age_top_11_players
0.00
registration_channel_detailed
0.00
number_of_devices_used
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
is_rewarded_video_watcher_lifetime
CORRELATION RATIO WITH...
days_active_lifetime
0.38
avg_stars_top_3_players
0.22
days_active_first_28_days_after_registration
0.21
money_stash
0.19
transaction_count_rewarded_video
0.16
playtime
0.15
transaction_count_iap_lifetime
0.11
session_count
0.10
morale_spent
0.08
rests_spent
0.08
total_match_watched_count
0.08
training_count
0.06
total_match_played_count
0.05
rests_stash
0.04